{"id":6752,"date":"2026-03-31T17:40:41","date_gmt":"2026-03-31T15:40:41","guid":{"rendered":"https:\/\/arkone.fr\/2026\/03\/31\/from-ai-prototype-to-scalable-product-90-day-plan\/"},"modified":"2026-03-31T17:40:54","modified_gmt":"2026-03-31T15:40:54","slug":"from-ai-prototype-to-scalable-product-90-day-plan","status":"publish","type":"post","link":"https:\/\/arkone.fr\/en\/2026\/03\/31\/from-ai-prototype-to-scalable-product-90-day-plan\/","title":{"rendered":"From AI prototype to scalable product: 90-day plan"},"content":{"rendered":"<div class=\"et_pb_section_0 et_pb_section et_section_regular et_block_section\">\n<div class=\"et_pb_row_0 et_pb_row et_block_row\">\n<div class=\"et_pb_column_0 et_pb_column et_pb_column_4_4 et-last-child et_block_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_0 et_pb_text et_pb_bg_layout_light et_pb_module et_block_module\"><div class=\"et_pb_text_inner\"><p><strong>You coded your MVP in a weekend.<\/strong> Your landing page is live, your <strong>first users have signed up<\/strong> , or your teams have <strong>started using this new tool<\/strong> internally. Congratulations: you <strong>validated your idea faster than 95% of entrepreneurs and decision-makers.<\/strong> <\/p>\n<p>But now, <strong>the problems are starting.<\/strong><\/p>\n<p><strong>Bugs are multiplying<\/strong> . <strong>Loading times are skyrocketing<\/strong> . A <strong>user reports a vulnerability<\/strong> . You try to add a feature, and <strong>everything breaks<\/strong> . You ask the AI \u200b\u200bto fix it, but <strong>each fix creates two new problems.<\/strong>    <\/p>\n<h2><strong>You've just hit the wall of vibe coding.<\/strong><\/h2>\n<p>Whether you've launched a SaaS application or an internal business solution to digitize your processes, <strong>this scenario is a classic one.<\/strong> The good news is that there's a clear path out. In this article, we reveal the method we use at Arkone <strong>to transform an AI-generated prototype into a truly professional, scalable, and secure product,<\/strong> with a transition target <strong>of 90 days.<\/strong> <\/p>\n<p><!-- notionvc: ee9fc925-5746-4447-a8b3-8361f104f1d2 --><\/p>\n<\/div><\/div>\n\n<div class=\"et_pb_image_0 et_pb_image et_pb_image_sticky et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img decoding=\"async\" src=\"https:\/\/arkone.fr\/wp-content\/uploads\/2026\/03\/43990.jpg\" title=\"Hands of a developer attempting to fix bugs in an AI prototype after hitting the wall of vibe coding.\" width=\"1500\" height=\"844\" srcset=\"https:\/\/arkone.fr\/wp-content\/uploads\/2026\/03\/43990.jpg 1500w, https:\/\/arkone.fr\/wp-content\/uploads\/2026\/03\/43990-1280x720.jpg 1280w, https:\/\/arkone.fr\/wp-content\/uploads\/2026\/03\/43990-980x551.jpg 980w, https:\/\/arkone.fr\/wp-content\/uploads\/2026\/03\/43990-480x270.jpg 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) and (max-width: 980px) 980px, (min-width: 981px) and (max-width: 1280px) 1280px, (min-width: 1281px) 1500px, 100vw\" class=\"wp-image-6483\" alt=\"Hands of a developer attempting to fix bugs in an AI prototype after hitting the wall of vibe coding.\" \/><\/span><\/div>\n\n<div class=\"et_pb_text_1 et_pb_text et_pb_bg_layout_light et_pb_module et_block_module\"><div class=\"et_pb_text_inner\"><h2><strong>Why your coded MVP vibe will eventually crack<\/strong><\/h2>\n<p>Before discussing solutions, it is essential to understand <strong>why a coded vibe prototype cannot become a production product as is.<\/strong><\/p>\n<p><!-- notionvc: f4ab6db2-0aae-420e-a471-bff20aee51a6 --><\/p>\n<h3><strong>AI code is not designed to last.<\/strong><\/h3>\n<p><strong>AI generates code<\/strong> that <strong>works immediately<\/strong> , not <strong>code that will last six months<\/strong> or <strong>support the load of an entire company<\/strong> . In practical terms, this means: <\/p>\n<ul>\n<li><strong>No thought-out architecture<\/strong> : everything is often crammed into a single file, or structured randomly as you go through your prompts.<\/li>\n<li><strong>Duplicate code everywhere<\/strong> : AI recreates functions instead of reusing existing ones.<\/li>\n<li><strong>No regression testing<\/strong> : you have no safety net. Every change can cause everything to collapse. <\/li>\n<li><strong>Dormant security vulnerabilities<\/strong> : API keys in plain text, lack of data validation, non-compliance with GDPR.<\/li>\n<\/ul>\n<h3><strong>The 5 technical warning signs<\/strong><\/h3>\n<p>Here are the <strong>symptoms that indicate<\/strong> <strong>your AI project has reached its limit<\/strong> :<\/p>\n<ul>\n<li><strong>Each new feature breaks the existing system<\/strong> (lack of architecture and testing).<\/li>\n<li><strong>Loading times increase<\/strong> (Unoptimized database queries).<\/li>\n<li><strong>The AI \u200b\u200bno longer understands your code<\/strong> (Too much accumulated technical debt).<\/li>\n<li><strong>A security bug has been detected<\/strong> (Unaudited and vulnerable code).<\/li>\n<li><strong>You no longer dare to touch the code<\/strong> (Total loss of control over the product).<\/li>\n<\/ul>\n<h4>If you check two or more of these signs, it is urgent to strengthen your foundations.<\/h4>\n<h3><!-- notionvc: 83569afb-c66a-48a7-9948-c1b47895b4c2 --><\/h3>\n<p><!-- notionvc: 47d6ab72-65c9-4203-bfd7-c7c2d075e40a --><\/p>\n<\/div><\/div>\n\n<div class=\"et_pb_image_1 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img decoding=\"async\" src=\"https:\/\/arkone.fr\/wp-content\/uploads\/2026\/03\/compagnons-Im_cQ6hQo10-unsplash-1.jpg\" title=\"Two developers analyzing complex code to understand why an MVP accumulates technical debt and eventually breaks down.\" width=\"1920\" height=\"1280\" srcset=\"https:\/\/arkone.fr\/wp-content\/uploads\/2026\/03\/compagnons-Im_cQ6hQo10-unsplash-1.jpg 1920w, https:\/\/arkone.fr\/wp-content\/uploads\/2026\/03\/compagnons-Im_cQ6hQo10-unsplash-1-1280x853.jpg 1280w, https:\/\/arkone.fr\/wp-content\/uploads\/2026\/03\/compagnons-Im_cQ6hQo10-unsplash-1-980x653.jpg 980w, https:\/\/arkone.fr\/wp-content\/uploads\/2026\/03\/compagnons-Im_cQ6hQo10-unsplash-1-480x320.jpg 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) and (max-width: 980px) 980px, (min-width: 981px) and (max-width: 1280px) 1280px, (min-width: 1281px) 1920px, 100vw\" class=\"wp-image-6665\" alt=\"Two developers analyzing complex code to understand why an MVP accumulates technical debt and eventually breaks down.\" \/><\/span><\/div>\n\n<div class=\"et_pb_text_2 et_pb_text et_pb_bg_layout_light et_pb_module et_block_module\"><div class=\"et_pb_text_inner\"><h2><strong>The Arkone method: From AI to production in 3 phases<\/strong><\/h2>\n<p>To <strong>avoid downtime and secure your revenue<\/strong> , we do <strong>n't redo everything blindly.<\/strong> We proceed in <strong>3 logical steps<\/strong> .<\/p>\n<h3><strong>Phase 1: Technical Audit and Strategic Diagnosis<\/strong><\/h3>\n<p>The goal is to know exactly where you are before touching a single line of code.<strong>  Our team analyzes your application along several lines:<\/strong><\/p>\n<ul>\n<li><strong>Code quality<\/strong> : Readability, duplication, and file organization.<\/li>\n<li><strong>Architecture<\/strong> : Division of responsibilities between the interface (frontend) and the engine (backend).<\/li>\n<li><strong>Security<\/strong> : Automated vulnerability scanning, password management and GDPR compliance.<\/li>\n<li><strong>Performance<\/strong> : Response time and database management.<\/li>\n<\/ul>\n<p><strong>Following this audit<\/strong> , we decide the major strategic question: <strong>should we refactor<\/strong> (clean up) <strong>the existing code<\/strong> or <strong>rewrite everything from scratch?<\/strong><\/p>\n<p><strong>In practice<\/strong> , when faced with complex business tools generated by AI, <strong>a partial<\/strong> or <strong>total rewrite is often the most cost-effective<\/strong> <strong>long-term<\/strong> solution to start again on <strong>a sound footing.<\/strong><\/p>\n<h2><strong>Phase 2: Architecture and Solid Foundations<\/strong><\/h2>\n<p>This is the most strategic phase. We are building the foundations that will allow your software to grow. <\/p>\n<ul>\n<li><strong>Choice of architecture:<\/strong> Implementation of a modular structure or a custom API, capable of interfacing with your other business tools (ERP, CRM).<\/li>\n<li><strong>Security and compliance:<\/strong> Encryption of sensitive data, implementation of secure environments (development, pre-production, production).<\/li>\n<li><strong>Testing and automation<\/strong> (CI\/CD): We implement automated tests to ensure that no bugs will make it into production during your future updates.<\/li>\n<\/ul>\n<h2><strong>Phase 3: Migration, Deployment and Monitoring<\/strong><\/h2>\n<p>The goal is to <strong>migrate your users<\/strong> to the new robust version <strong>without any service interruption<\/strong> (zero downtime).<\/p>\n<ul>\n<li><strong>Data migration:<\/strong> Secure transfer of your old database to the new architecture.<\/li>\n<li><strong>Gradual deployment:<\/strong> We are activating the new version in stages to limit risks.<\/li>\n<li><strong>Observability:<\/strong> Implementation of dashboards (monitoring) to monitor the health of your servers and track the slightest error in real time.<\/li>\n<\/ul>\n<h2><!-- notionvc: 6ef7aece-c170-4b82-adbc-588231c4a572 --><\/h2>\n<p><!-- notionvc: ea76a17e-957d-4dfb-8ad9-77262abc0ceb --><\/p>\n<p><!-- notionvc: ea76a17e-957d-4dfb-8ad9-77262abc0ceb --><\/p>\n<h4><!-- notionvc: 429b8ca3-aedc-49b5-a5da-8cd0a322faae --><\/h4>\n<\/div>\n<div class=\"et_pb_image_2 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img decoding=\"async\" src=\"https:\/\/arkone.fr\/wp-content\/uploads\/2026\/03\/louise-viallesoubranne-5EhN4wbfvBc-unsplash.jpg\" title=\"The Arkone agency team collaborating on the redesign of an MVP to make it scalable and secure.\" width=\"1920\" height=\"1280\" srcset=\"https:\/\/arkone.fr\/wp-content\/uploads\/2026\/03\/louise-viallesoubranne-5EhN4wbfvBc-unsplash.jpg 1920w, https:\/\/arkone.fr\/wp-content\/uploads\/2026\/03\/louise-viallesoubranne-5EhN4wbfvBc-unsplash-1280x853.jpg 1280w, https:\/\/arkone.fr\/wp-content\/uploads\/2026\/03\/louise-viallesoubranne-5EhN4wbfvBc-unsplash-980x653.jpg 980w, https:\/\/arkone.fr\/wp-content\/uploads\/2026\/03\/louise-viallesoubranne-5EhN4wbfvBc-unsplash-480x320.jpg 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) and (max-width: 980px) 980px, (min-width: 981px) and (max-width: 1280px) 1280px, (min-width: 1281px) 1920px, 100vw\" class=\"wp-image-6666\" alt=\"The Arkone agency team collaborating on the redesign of an MVP to make it scalable and secure.\" \/><\/span><\/div>\n<\/div>\n\n<div class=\"et_pb_text_3 et_pb_text et_pb_bg_layout_light et_pb_module et_block_module\"><div class=\"et_pb_text_inner\"><h2><strong>What is the investment required for a redesign?<\/strong><\/h2>\n<p><strong>The budget for a custom redesign<\/strong> depends on the <strong>complexity of your product<\/strong> , the <strong>depth of the technical debt generated<\/strong> by AI, and the <strong>volume of data<\/strong> <strong>to be migrated<\/strong> . At Arkone, every project begins with <strong>a thorough audit phase<\/strong> that allows us to estimate the exact investment, <strong>eliminating any surprises along the way.<\/strong> <\/p>\n<h3><strong>The real cost: the cost of inaction<\/strong><\/h3>\n<p>While transitioning to professional software engineering requires an initial investment, the real cost to your business <strong>is the cost of inaction.<\/strong><\/p>\n<p><strong>Every month spent<\/strong> patching up fragile AI code <strong>exponentially<\/strong> <strong>increases your technical debt<\/strong> . A single <strong>exploited<\/strong> <strong>security vulnerability<\/strong> (with the risk of GDPR fines), a <strong>server crashing<\/strong> under a <strong>traffic surge<\/strong> , or a <strong>business tool down<\/strong> for 48 hours <strong>will cost<\/strong> you infinitely <strong>more than a preventative overhaul.<\/strong> Investing in Phase 1 is, <strong>above all, about securing the long-term viability of your business.<\/strong><\/p>\n<h2><!-- notionvc: 0d9df74b-2c29-4524-a0d1-af2cb3c16c14 --><\/h2>\n<h2><!-- notionvc: 6ef7aece-c170-4b82-adbc-588231c4a572 --><\/h2>\n<p><!-- notionvc: ea76a17e-957d-4dfb-8ad9-77262abc0ceb --><\/p>\n<\/div>\n<div class=\"et_pb_image_3 et_pb_image et_pb_module et_block_module\"><span class=\"et_pb_image_wrap\"><img decoding=\"async\" src=\"https:\/\/arkone.fr\/wp-content\/uploads\/2025\/05\/Design-sans-titre-4-1.png\" width=\"2000\" height=\"1125\" srcset=\"https:\/\/arkone.fr\/wp-content\/uploads\/2025\/05\/Design-sans-titre-4-1.png 2000w, https:\/\/arkone.fr\/wp-content\/uploads\/2025\/05\/Design-sans-titre-4-1-1280x720.png 1280w, https:\/\/arkone.fr\/wp-content\/uploads\/2025\/05\/Design-sans-titre-4-1-980x551.png 980w, https:\/\/arkone.fr\/wp-content\/uploads\/2025\/05\/Design-sans-titre-4-1-480x270.png 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) and (max-width: 980px) 980px, (min-width: 981px) and (max-width: 1280px) 1280px, (min-width: 1281px) 2000px, 100vw\" class=\"wp-image-2946\" title=\"Examples of projects from the web and mobile agency Arkone, located in Paris\" alt=\"Examples of projects from the web and mobile agency Arkone, located in Paris\" \/><\/span><\/div>\n<\/div>\n\n<div class=\"et_pb_text_4 et_pb_text et_pb_bg_layout_light et_pb_module et_block_module\"><div class=\"et_pb_text_inner\"><h2><strong>Is your MVP ready to become a real software product?<\/strong><\/h2>\n<p>At Arkone, <strong>we support companies and founders who have validated their market<\/strong> or <strong>internal processes through vibe coding<\/strong> , and who <strong>need real software engineering to scale up.<\/strong><\/p>\n<ul>\n<li>In-depth technical audit of your prototype<\/li>\n<li>Clear recommendation: refactoring or a complete rewrite<\/li>\n<li>Customized and secure migration plan<\/li>\n<li>Development of 100% French-made business tools, zero outsourcing<\/li>\n<li>More than 100 projects delivered in 5 years (Coca-Cola, WorldSkills, Quick\u2026)<\/li>\n<\/ul>\n<p><strong>Contact us to discuss your project and schedule an audit of your code.<\/strong><\/p>\n<h2><!-- notionvc: f4039e55-2de0-4186-a6f4-eb8a15f85d43 --><\/h2>\n<h2><!-- notionvc: 0d9df74b-2c29-4524-a0d1-af2cb3c16c14 --><\/h2>\n<h2><!-- notionvc: 6ef7aece-c170-4b82-adbc-588231c4a572 --><\/h2>\n<p><!-- notionvc: ea76a17e-957d-4dfb-8ad9-77262abc0ceb --><\/p>\n<\/div><\/div>\n\n<div class=\"et_pb_module et_pb_button_module_wrapper et_pb_button_0_wrapper\"><a class=\"et_pb_button_0 et_pb_button et_pb_bg_layout_light et_pb_module et_block_module\" href=\"https:\/\/arkone.fr\/en\/contact\/\" target=\"_blank\" data-icon=\"\uf105\">CONTACT US<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"","protected":false},"author":3,"featured_media":6753,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[30],"tags":[],"class_list":["post-6752","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-development"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>From AI prototype to scalable product: 90-day plan - Arkone - Agence mobile et web<\/title>\n<meta name=\"description\" content=\"Is your AI prototype riddled with bugs? 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